HR & People Teams

A people analytics model with 95% accuracy sounds trustworthy. When the thing it's predicting is genuinely uncommon, that same model can flag mostly people who were never actually going to leave.

An org development initiative aimed purely at people and process still reshapes whatever systems that organization builds afterward, because structure and system design are more entangled than most org charts acknowledge.

Most attrition models are built on a form of survivorship bias — analyzing the people who left without properly comparing them to the people who didn't, under the same conditions.

If every 360 review comes back glowing, the process is broken, not the team. Here's what actually gets people to answer honestly.

Employee Net Promoter Score borrows its entire methodology from a customer loyalty metric built for a genuinely different context, and the borrowed structure carries validity problems that engagement research has specifically identified.

Forced ranking's core mechanism — comparing employees against each other rather than against a fixed standard — creates specific incentive problems that a straightforward performance evaluation doesn't.

The job description guiding a hiring decision may have been accurate when written — the actual role has likely evolved considerably since then, and the description usually hasn't kept pace.

An employee who informally takes on tasks slightly outside their formal job description, or reframes how they think about a routine task's purpose, is engaging in job crafting — a genuine, well-documented driver of engagement most organizations don't actively support.

Kirkpatrick's model has four distinct levels for a reason. Reporting only Level 1 satisfaction data and calling it evidence of training effectiveness skips the three levels the model was actually built to distinguish.

An employee or organization that just did something genuinely praiseworthy is, counterintuitively, at somewhat elevated risk of a subsequent lapse — a documented pattern with real implications for compliance and ethics programs.

A five-year employee discovering a newly hired peer earns close to, or more than, their own salary isn't an isolated payroll mistake — it's frequently the predictable result of a structural compensation dynamic called pay compression.

Low absenteeism looks like a workforce health success story on a dashboard, and it can just as easily reflect a culture where people feel unable to take a genuinely needed sick day, showing up while unwell instead.

An employee doing precisely what their job description requires and nothing more isn't necessarily disengaged in some vague, general sense — they may be responding rationally to a specific, perceived breach of an unwritten mutual agreement.

Presenting only a role's appealing aspects during recruiting produces candidates whose actual experience on the job diverges sharply from their expectations — and that divergence is a well-documented predictor of early turnover.

A leader insisting everything is fine when a team is genuinely struggling isn't practicing optimism — they're suppressing exactly the honest signal the team needs surfaced to actually address the underlying problem.

An interviewer's genuine, unforced sense of rapport with a candidate is a real signal of something — just not reliably a signal of the candidate's actual job-relevant ability.

Most interviewers believe their gut read on a candidate is reliable. Decades of selection research say otherwise — and the fix is more mechanical than it sounds.

The evidence gap between structured and unstructured interviews is one of the most consistent, well-replicated findings in employment research — and one of the most widely ignored in practice.

An organization's culture doesn't stay put by accident — a specific, self-reinforcing cycle of who's attracted to apply, who gets selected, and who chooses to stay gradually narrows the range of people working there over time.

A manager explaining a direct report's missed deadline through a character flaw, while explaining their own missed deadline through external circumstances, is exhibiting a well-documented and near-universal attributional bias.

A team member who's known about a serious problem for days before it reaches leadership isn't necessarily being negligent — they may be responding to a well-documented, near-universal reluctance to deliver bad news upward.

An employee who genuinely enjoyed a specific work activity for its own sake can lose some of that genuine enjoyment once the organization starts paying a specific bonus tied directly to that same activity.

In a field where everyone has become highly skilled, the person who wins on a given day is more likely to be the luckiest highly skilled person than the single most skilled person overall.

A new hire's very first day disproportionately shapes their overall impression and long-term retention likelihood, relative to the equivalent weight given to any single day later in their tenure.

A manager sincerely trying to evaluate a full year of performance is working against a genuine memory limitation — recent events are simply more vivid and accessible than distant ones, independent of their actual importance.

Adding more people to a team doesn't add their full individual effort to the total — a documented, measurable decline in per-person effort occurs specifically as group size grows and individual accountability diffuses.

A formal succession plan naming a specific successor can create a comfortable sense the transition risk has been addressed, well before the named individual has actually developed the full readiness the role will require.

Given a free, guaranteed amount of money to split however they choose, a surprising share of people will reject a positive but perceived-as-unfair split, walking away with nothing rather than accepting an insulting offer.

Unconscious bias training reliably improves how people talk about bias in a post-training survey — the research evidence for lasting change in actual hiring and workplace decisions is considerably weaker.

A 360-degree feedback process can be run with excellent rater selection and genuinely honest input, and still fail to produce any actual behavior change if the process stops at the report itself.

A manager trying to retain a departing employee has a genuine, research-grounded reason to frame the retention conversation around what the employee already has and would lose, not only around new incentives being offered.

Simply assigning a new hire an informal buddy without any structure or guidance for that relationship produces highly inconsistent results, ranging from genuinely valuable support to an obligation neither party takes seriously.

A rising year-over-year engagement score can reflect genuine improvement among existing employees, or it can simply reflect that a different, more naturally satisfied group of people now makes up the workforce being measured.

The same curse of knowledge that makes experts poor judges of their own documentation's clarity makes executives poor judges of whether their strategic communications will actually make sense to frontline staff.

A forced distribution system requires a manager with an unusually strong team to rank someone as a bottom performer anyway, and a manager with a genuinely weak team to rank someone as a top performer regardless.

A modest bump in engagement scores immediately after launching a new survey program might reflect the attention itself, not any genuine underlying improvement in the conditions the survey is trying to measure.

Annual open enrollment data consistently shows the large majority of employees re-selecting their existing benefits plan without changes, even when their circumstances or available options have genuinely changed since the original selection.

New hire onboarding documentation relying primarily on dense text instructions is working against the same documented memory advantage that favors images over words, applied here to how quickly and accurately new employees actually retain process steps.

Standard engagement survey items ask about satisfaction and intent to stay, neither of which reliably distinguishes an employee doing exactly their defined job from one going genuinely above and beyond it.

An employee who left for a new opportunity, gained genuine additional experience elsewhere, and later returns brings a combination of institutional knowledge and outside perspective a typical external candidate can't offer.

A realistic job preview, honestly disclosing a role's genuine challenges during the hiring process, sets expectations that help new hires self-select appropriately and adjust more successfully once they actually start.

A candidate who states a specific salary expectation first is, according to a substantial body of negotiation research, more likely to anchor the eventual outcome favorably than a candidate who waits for the employer to name a number.